Using Exponential Random Graph Models to Analyze the Character of Peer Relationship Networks and Their Effects on the Subjective Well-being of Adolescents

The influences of peer relationships on adolescent subjective well-being were investigated within the framework of social network analysis, using exponential random graph models as a methodological tool. The participants in the study were 1,279 students (678 boys and 601 girls) from nine junior middle schools in Shenzhen, China. The initial stage of the research used a peer nomination questionnaire and a subjective well-being scale (used in previous studies) to collect data on the peer relationship networks and the subjective well-being of the students. Exponential random graph models were then used to explore the relationships between students with the aim of clarifying the character of the peer relationship networks and the influence of peer relationships on subjective well being. The results showed that all the adolescent peer relationship networks in our investigation had positive reciprocal effects, positive transitivity effects and negative expansiveness effects. However, none of the relationship networks had obvious receiver effects or leaders. The adolescents in partial peer relationship networks presented similar levels of subjective well-being on three dimensions (satisfaction with life, positive affects and negative affects) though not all network friends presented these similarities. The study shows that peer networks can affect an individual’s subjective well-being. However, whether similarities among adolescents are the result of social influences or social choices needs further exploration, including longitudinal studies that investigate the potential processes of subjective well-being similarities among adolescents.

[1]  D. Buhrmester,et al.  Age and sex differences in perceptions of networks of personal relationships. , 1992, Child development.

[2]  Kathryn R Wentzel,et al.  Friend influence on prosocial behavior: The role of motivational factors and friendship characteristics. , 2006, Developmental psychology.

[3]  M. Demir,et al.  I am so Happy ’Cause Today I Found My Friend: Friendship and Personality as Predictors of Happiness , 2007 .

[4]  Karl E. Bauman,et al.  The Peer Context of Adolescent Substance Use: Findings from Social Network Analysis , 2006 .

[5]  Tom A. B. Snijders,et al.  Exponential Random Graph Models for Social Networks , 2013 .

[6]  R. Larsen,et al.  The Satisfaction with Life Scale , 1985, Journal of personality assessment.

[7]  Richard E. Lucas,et al.  Subjective Weil-Being: Three Decades of Progress , 2004 .

[8]  T. Snijders The statistical evaluation of social network dynamics , 2001 .

[9]  Douglas Steinley,et al.  The Role of Gender and Friends’ Gender on Peer Socialization of Adolescent Drinking: A Prospective Multilevel Social Network Analysis , 2014, Journal of youth and adolescence.

[10]  N. Bradburn The structure of psychological well-being , 1969 .

[11]  Kenneth H. Rubin,et al.  Peer Interactions, Relationships, and Groups , 2007 .

[12]  P. Pattison,et al.  New Specifications for Exponential Random Graph Models , 2006 .

[13]  Bat Batjargal,et al.  Network triads: transitivity, referral and venture capital decisions in China and Russia , 2005 .

[14]  A. Belén,et al.  Adolescents' social networks: The influence of friendship on the development of obesogenic habits , 2015 .

[15]  Tom A. B. Snijders,et al.  A comparison of various approaches to the exponential random graph model: A reanalysis of 102 student networks in school classes , 2007, Soc. Networks.

[16]  K. Dodge,et al.  Understanding Peer Influence in Children and Adolescents. , 2008 .

[17]  E. Karademas Self-efficacy, social support and well-being The mediating role of optimism , 2006 .

[18]  R. G. Edwards,et al.  Cross-cultural measurements of psychological well-being: the psychometric equivalence of Cantonese, Vietnamese, and Laotian translations of the Affect Balance Scale. , 1997, American Journal of Public Health.

[19]  Thomas J. Dishion,et al.  Deviancy training in male adolescent friendships , 1996 .

[20]  John M. Light,et al.  Fundamental principles of network formation among preschool children , 2010, Soc. Networks.

[21]  M. Sajatovic,et al.  Rating scales in mental health , 2001 .

[22]  M. Bauer Exchange And Power In Social Life , 2016 .

[23]  Eva Garrosa Hernández,et al.  Personality and subjective well-being: big five correlates and demographic variables , 2005 .

[24]  Katariina Salmela-Aro,et al.  Is depression contagious? A test of alternative peer socialization mechanisms of depressive symptoms in adolescent peer networks. , 2012, The Journal of adolescent health : official publication of the Society for Adolescent Medicine.

[25]  David Murray,et al.  The role of peer social network factors and physical activity in adolescent girls. , 2005, American journal of health behavior.

[26]  Panayiotis Zaphiris,et al.  Introduction to social network analysis , 2007, BCS HCI.

[27]  K. Bauman,et al.  Peer group structure and adolescent cigarette smoking: a social network analysis. , 1993, Journal of health and social behavior.

[28]  Kimberly A. Fredericks,et al.  An introduction to social network analysis , 2005 .

[29]  Mark E. J. Newman,et al.  The Structure and Function of Complex Networks , 2003, SIAM Rev..

[30]  Garry Robins,et al.  An introduction to exponential random graph (p*) models for social networks , 2007, Soc. Networks.

[31]  Stanley Wasserman,et al.  Statistical analysis of friendship patterns and bullying behaviors among youth. , 2007, New directions for child and adolescent development.

[32]  Ed Diener,et al.  Predictive validity of explicit and implicit self-esteem for subjective well-being , 2003 .

[33]  João R. Daniel,et al.  Exponential random graph models of preschool affiliative networks , 2013, Soc. Networks.

[34]  N. Christakis,et al.  Dynamic spread of happiness in a large social network : longitudinal analysis of the Framingham Heart Study social network. Commentary , 2009 .

[35]  A. La Greca,et al.  Social Anxiety Among Adolescents: Linkages with Peer Relations and Friendships , 1998, Journal of abnormal child psychology.

[36]  N. Christakis,et al.  Dynamic spread of happiness in a large social network: longitudinal analysis over 20 years in the Framingham Heart Study , 2008, BMJ : British Medical Journal.

[37]  S. Branje,et al.  It takes three: selection, influence, and de-selection processes of depression in adolescent friendship networks. , 2010, Developmental psychology.

[38]  R. Klein,et al.  What does the future hold for the NHS at 60? , 2008, BMJ : British Medical Journal.

[39]  H. Litwin,et al.  Social network type and subjective well-being in a national sample of older Americans. , 2011, The Gerontologist.

[40]  Graeme Earl,et al.  Introducing exponential random graph models for visibility networks , 2014 .

[41]  E. Scott Huebner,et al.  Characteristics of Adolescents Who Report Very High Life Satisfaction , 2006 .

[42]  B. B. Brown,et al.  Peer-group affiliation and adolescent self-esteem: an integration of ego-identity and symbolic-interaction theories. , 1987, Journal of personality and social psychology.

[43]  E. Scott Huebner,et al.  Life events, self‐concept, and adolescents' positive subjective well‐being , 2000 .

[44]  Zhang Da-jun,et al.  The Relationship Between Self-Complexity and Subjective Well-Being in College Students , 2009 .

[45]  E. Diener,et al.  Subjective well-being. , 1984, Psychological bulletin.

[46]  B. B. Brown,et al.  Adolescents' Relationships with Peers , 2013 .

[47]  YU Song-hua The Adolescent's Subjective Well-being and Mental Health and Relationships with Stress Coping , 2006 .

[48]  R. Forehand,et al.  Adolescent depressed mood and young adult functioning: A longitudinal study , 1994, Journal of abnormal child psychology.

[49]  Ma Shao Application of Social Network Analysis in Psychology , 2011 .

[50]  Roger V. Gould The Origins of Status Hierarchies: A Formal Theory and Empirical Test1 , 2002, American Journal of Sociology.

[51]  Zhang Minqiang,et al.  Application of Network Autocorrelation Models in Psychological Studies: Taking the Impact of Peer Effect, Learning Motivation on Adolescents’ Academic Performance as Examples , 2014 .

[52]  António J. Santos,et al.  Affiliative Structures in Preschool Peer Groups. , 1996 .

[53]  L Nyström,et al.  Statistical Analysis , 2008, Encyclopedia of Social Network Analysis and Mining.

[54]  A. Ryan,et al.  The peer group as a context for the development of young adolescent motivation and achievement. , 2001, Child development.

[55]  Peng Wang,et al.  Exponential random graph models for affiliation networks , 2009, Soc. Networks.

[56]  L. Lin,et al.  On the Intermediary Function of Coping Styles: Between Self-Concept and Subjective Well Being of Adolescents of Han, Qiang and Yi Nationalities , 2012 .

[57]  R. Conger,et al.  Adolescent depressed mood. , 1996 .

[58]  N. Malik,et al.  Role of Attitude Similarity and Proximity in Interpersonal Attraction among Friends ( C 310 ) , 2022 .

[59]  Mara M. Wenzler The Role of Social Networks , 2010 .

[60]  Michael Michell Smoke Rings: social network analysis of friendship groups, smoking and drug-taking , 2000 .

[61]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[62]  A. Ferrer-i-Carbonell Income and Well-being , 2002 .

[63]  M. Demir,et al.  Looking to happy tomorrows with friends: Best and close friendships as they predict happiness , 2007 .

[64]  Rolf T. Wigand,et al.  Exponential random graph modeling of emergency collaboration networks , 2015, Knowl. Based Syst..

[65]  J. Snyder,et al.  A social learning model of peer choice in the natural environment , 1996 .

[66]  Yaoxian Gong,et al.  The Subjective Well-being of the Elderly and Its Influential Factors , 2000 .

[67]  Marlon P Mundt,et al.  The impact of peer social networks on adolescent alcohol use initiation. , 2011, Academic pediatrics.

[68]  The Role of Social Networks in Physical and Relational Aggression Among Young Adolescents , 2013, Journal of youth and adolescence.

[69]  R. Hinde,et al.  Incidence of "friendship" and behavior toward strong associates versus nonassociates in preschoolers. , 1985 .

[70]  Correlates of gratitude disposition in middle school students: gender differences. , 2014, Technology and health care : official journal of the European Society for Engineering and Medicine.

[71]  G. Taylor,et al.  Conditions Of Happiness , 2007 .

[72]  Valerie Møller,et al.  How Does Subjective Well-Being Evolve with Age? A Literature Review , 2013, SSRN Electronic Journal.

[73]  E. Diener,et al.  Subjective well-being. The science of happiness and a proposal for a national index. , 2000, The American psychologist.

[74]  E. Diener,et al.  Factors predicting the subjective well-being of nations. , 1995, Journal of personality and social psychology.

[75]  Hein de Vries,et al.  Article in Press G Model Social Networks Dynamics of Adolescent Friendship Networks and Smoking Behavior , 2022 .

[76]  Ma Shao-Qi,et al.  Application of Social Network Analysis in Psychology , 2011 .

[77]  Peng Wang,et al.  Recent developments in exponential random graph (p*) models for social networks , 2007, Soc. Networks.

[78]  Kathryn M. LaFontana,et al.  Children's perceptions of popular and unpopular peers: a multimethod assessment. , 2002, Developmental psychology.

[79]  A. Hussong Perceived Peer Context and Adolescent Adjustment. , 2000 .

[80]  Kenneth J. Doka,et al.  The Role of Gender , 2011 .

[81]  David R Schaefer,et al.  Health and the Structure of Adolescent Social Networks , 2010, Journal of health and social behavior.

[82]  Ove Frank,et al.  http://www.jstor.org/about/terms.html. JSTOR's Terms and Conditions of Use provides, in part, that unless you have obtained , 2007 .

[83]  A. Tuulio-Henriksson,et al.  Depressive symptoms in adolescence as predictors of early adulthood depressive disorders and maladjustment. , 2002, The American journal of psychiatry.